Index

_

__contains__() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) __getitem__() (gensim.models._fasttext_bin.Model method) (gensim.models.doc2vec.Doc2Vec method) (gensim.models.doc2vec.TaggedDocument method) (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.ldamodel.LdaModel method) (gensim.models.lsimodel.LsiModel method) (gensim.models.normmodel.NormModel method) (gensim.models.poincare.PoincareKeyedVectors method) (gensim.models.rpmodel.RpModel method) (gensim.models.tfidfmodel.TfidfModel method) (gensim.topic_coherence.text_analysis.BaseAnalyzer method) (gensim.topic_coherence.text_analysis.CorpusAccumulator method) (gensim.topic_coherence.text_analysis.InvertedIndexAccumulator method) (gensim.topic_coherence.text_analysis.InvertedIndexBased method) (gensim.topic_coherence.text_analysis.ParallelWordOccurrenceAccumulator method) (gensim.topic_coherence.text_analysis.PatchedWordOccurrenceAccumulator method) (gensim.topic_coherence.text_analysis.UsesDictionary method) (gensim.topic_coherence.text_analysis.WindowedTextsAnalyzer method) (gensim.topic_coherence.text_analysis.WordOccurrenceAccumulator method) (gensim.topic_coherence.text_analysis.WordVectorsAccumulator method)

__iter__() (gensim.models.poincare.PoincareRelations method) __setitem__() (gensim.models.keyedvectors.KeyedVectors method) _num_docs (gensim.topic_coherence.text_analysis.BaseAnalyzer attribute) _vocab_size (gensim.topic_coherence.text_analysis.BaseAnalyzer attribute)

A

accumulate() (gensim.topic_coherence.text_analysis.CorpusAccumulator method) (gensim.topic_coherence.text_analysis.InvertedIndexAccumulator method) (gensim.topic_coherence.text_analysis.ParallelWordOccurrenceAccumulator method) (gensim.topic_coherence.text_analysis.PatchedWordOccurrenceAccumulator method) (gensim.topic_coherence.text_analysis.WindowedTextsAnalyzer method) (gensim.topic_coherence.text_analysis.WordOccurrenceAccumulator method) (gensim.topic_coherence.text_analysis.WordVectorsAccumulator method) AccumulatingWorker (class in gensim.topic_coherence.text_analysis) add() (gensim.similarities.fastss.FastSS method) add_documents() (gensim.corpora.dictionary.Dictionary method) (gensim.corpora.hashdictionary.HashDictionary method) (gensim.models.lsimodel.LsiModel method) (gensim.similarities.docsim.Similarity method) add_lifecycle_event() (gensim.corpora.bleicorpus.BleiCorpus method) (gensim.corpora.csvcorpus.CsvCorpus method) (gensim.corpora.dictionary.Dictionary method) (gensim.corpora.hashdictionary.HashDictionary method) (gensim.corpora.indexedcorpus.IndexedCorpus method) (gensim.corpora.lowcorpus.LowCorpus method) (gensim.corpora.malletcorpus.MalletCorpus method) (gensim.corpora.mmcorpus.MmCorpus method) (gensim.corpora.sharded_corpus.ShardedCorpus method) (gensim.corpora.svmlightcorpus.SvmLightCorpus method) (gensim.corpora.textcorpus.TextCorpus method) (gensim.corpora.textcorpus.TextDirectoryCorpus method) (gensim.corpora.ucicorpus.UciCorpus method) (gensim.corpora.wikicorpus.WikiCorpus method) (gensim.interfaces.CorpusABC method) (gensim.interfaces.SimilarityABC method) (gensim.interfaces.TransformationABC method) (gensim.interfaces.TransformedCorpus method) (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.atmodel.AuthorTopicState method) (gensim.models.coherencemodel.CoherenceModel method) (gensim.models.doc2vec.Doc2Vec method) (gensim.models.doc2vec.Doc2VecTrainables method) (gensim.models.doc2vec.Doc2VecVocab method) (gensim.models.ensemblelda.EnsembleLda method) (gensim.models.fasttext.FastText method) (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.fasttext.FastTextTrainables method) (gensim.models.fasttext.FastTextVocab method) (gensim.models.hdpmodel.HdpModel method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamodel.LdaState method) (gensim.models.ldamulticore.LdaMulticore method) (gensim.models.ldaseqmodel.LdaPost method) (gensim.models.ldaseqmodel.LdaSeqModel method) (gensim.models.ldaseqmodel.sslm method) (gensim.models.logentropy_model.LogEntropyModel method) (gensim.models.lsimodel.LsiModel method) (gensim.models.lsimodel.Projection method) (gensim.models.nmf.Nmf method) (gensim.models.normmodel.NormModel method) (gensim.models.phrases.FrozenPhrases method) (gensim.models.phrases.Phrases method) (gensim.models.poincare.PoincareKeyedVectors method) (gensim.models.poincare.PoincareModel method) (gensim.models.rpmodel.RpModel method) (gensim.models.tfidfmodel.TfidfModel method) (gensim.models.translation_matrix.BackMappingTranslationMatrix method) (gensim.models.translation_matrix.TranslationMatrix method) (gensim.models.VocabTransform method) (gensim.models.word2vec.Word2Vec method) (gensim.models.word2vec.Word2VecTrainables method) (gensim.models.word2vec.Word2VecVocab method) (gensim.similarities.docsim.MatrixSimilarity method) (gensim.similarities.docsim.Shard method) (gensim.similarities.docsim.Similarity method) (gensim.similarities.docsim.SoftCosineSimilarity method) (gensim.similarities.docsim.SparseMatrixSimilarity method) (gensim.similarities.docsim.WmdSimilarity method) (gensim.similarities.levenshtein.LevenshteinSimilarityIndex method) (gensim.similarities.termsim.SparseTermSimilarityMatrix method) (gensim.similarities.termsim.TermSimilarityIndex method) (gensim.similarities.termsim.UniformTermSimilarityIndex method) (gensim.similarities.termsim.WordEmbeddingSimilarityIndex method) (gensim.utils.ClippedCorpus method) (gensim.utils.RepeatCorpus method) (gensim.utils.RepeatCorpusNTimes method) (gensim.utils.SaveLoad method) (gensim.utils.SlicedCorpus method)

add_model() (gensim.models.ensemblelda.EnsembleLda method) add_null_word() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method) add_vector() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) add_vectors() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) add_vocab() (gensim.models.phrases.Phrases method) adjust_vectors() (gensim.models.fasttext.FastTextKeyedVectors method) aggregate_measures() (gensim.models.coherencemodel.CoherenceModel method) aggregate_segment_sims() (in module gensim.topic_coherence.direct_confirmation_measure) allocate_vecattrs() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) analyze_sentence() (gensim.models.phrases.FrozenPhrases method) (gensim.models.phrases.Phrases method) analyze_text() (gensim.topic_coherence.text_analysis.BaseAnalyzer method) (gensim.topic_coherence.text_analysis.CorpusAccumulator method) (gensim.topic_coherence.text_analysis.InvertedIndexAccumulator method) (gensim.topic_coherence.text_analysis.InvertedIndexBased method) (gensim.topic_coherence.text_analysis.ParallelWordOccurrenceAccumulator method) (gensim.topic_coherence.text_analysis.PatchedWordOccurrenceAccumulator method) (gensim.topic_coherence.text_analysis.UsesDictionary method) (gensim.topic_coherence.text_analysis.WindowedTextsAnalyzer method) (gensim.topic_coherence.text_analysis.WordOccurrenceAccumulator method) (gensim.topic_coherence.text_analysis.WordVectorsAccumulator method) ancestors() (gensim.models.poincare.PoincareKeyedVectors method) AnnoyIndexer (class in gensim.similarities.annoy) any2sparse() (in module gensim.matutils) any2unicode() (in module gensim.utils) any2utf8() (in module gensim.utils) apply_transmat() (gensim.models.translation_matrix.TranslationMatrix method) args (gensim.topic_coherence.text_analysis.ParallelWordOccurrenceAccumulator attribute) argsort() (in module gensim.matutils) arithmetic_mean() (in module gensim.topic_coherence.aggregation) ARTICLE_MIN_WORDS (in module gensim.corpora.wikicorpus) ascarray() (in module gensim.models.lsimodel) asfarray() (in module gensim.models.lsimodel) authkey (gensim.topic_coherence.text_analysis.AccumulatingWorker property) (gensim.utils.InputQueue property) AuthorTopicModel (class in gensim.models.atmodel) AuthorTopicState (class in gensim.models.atmodel)

B

b (gensim.parsing.porter.PorterStemmer attribute) BackMappingTranslationMatrix (class in gensim.models.translation_matrix) BASE_DIR (in module gensim.downloader) BaseAnalyzer (class in gensim.topic_coherence.text_analysis) BaseTopicModel (class in gensim.models.basemodel) blas() (in module gensim.matutils) BleiCorpus (class in gensim.corpora.bleicorpus) blend() (gensim.models.atmodel.AuthorTopicState method) (gensim.models.ldamodel.LdaState method) blend2() (gensim.models.atmodel.AuthorTopicState method) (gensim.models.ldamodel.LdaState method) bound() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method)

BrownCorpus (class in gensim.models.word2vec) bucket (gensim.models._fasttext_bin.Model attribute) buckets_word (gensim.models.fasttext.FastTextKeyedVectors attribute) build() (gensim.models.translation_matrix.Space class method) build_vocab() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.poincare.PoincareModel method) (gensim.models.word2vec.Word2Vec method) build_vocab_from_freq() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method) bytes2set() (in module gensim.similarities.fastss)

C

calc_norm() (gensim.models.normmodel.NormModel method) call_on_class_only() (in module gensim.utils) Callback (class in gensim.models.callbacks) CallbackAny2Vec (class in gensim.models.callbacks) CBDBSCAN (class in gensim.models.ensemblelda) cfs (gensim.corpora.dictionary.Dictionary attribute) check_moved() (gensim.similarities.docsim.Similarity method) check_output() (in module gensim.utils) chunkize() (in module gensim.utils) chunkize_serial() (in module gensim.utils) clear() (gensim.corpora.hashdictionary.HashDictionary method) (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) clip_spectrum() (in module gensim.models.lsimodel) ClippedCorpus (class in gensim.utils) close() (gensim.corpora.ucicorpus.UciWriter method) (gensim.matutils.MmWriter method) (gensim.topic_coherence.text_analysis.AccumulatingWorker method) (gensim.utils.InputQueue method) close_shard() (gensim.similarities.docsim.Similarity method) closer_than() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) closest_child() (gensim.models.poincare.PoincareKeyedVectors method) closest_parent() (gensim.models.poincare.PoincareKeyedVectors method) Cluster (class in gensim.models.ensemblelda) CoherenceMetric (class in gensim.models.callbacks) CoherenceModel (class in gensim.models.coherencemodel) compactify() (gensim.corpora.dictionary.Dictionary method) compare_model_topics() (gensim.models.coherencemodel.CoherenceModel method) compare_models() (gensim.models.coherencemodel.CoherenceModel method) CompatVocab (class in gensim.models.keyedvectors) compute_all() (gensim.models.poincare.PoincareBatch method) compute_bound() (gensim.models.ldaseqmodel.sslm method) compute_context_vector() (gensim.topic_coherence.indirect_confirmation_measure.ContextVectorComputer method) compute_distance_gradients() (gensim.models.poincare.PoincareBatch method)

compute_distances() (gensim.models.poincare.PoincareBatch method) compute_expected_log_prob() (gensim.models.ldaseqmodel.sslm method) compute_gradients() (gensim.models.poincare.PoincareBatch method) compute_lda_lhood() (gensim.models.ldaseqmodel.LdaPost method) compute_loss() (gensim.models.poincare.PoincareBatch method) compute_mean_deriv() (gensim.models.ldaseqmodel.sslm method) compute_ngrams() (in module gensim.models.fasttext_inner) compute_ngrams_bytes() (in module gensim.models.fasttext_inner) compute_obs_deriv() (gensim.models.ldaseqmodel.sslm method) compute_phinorm() (gensim.models.atmodel.AuthorTopicModel method) compute_post_mean() (gensim.models.ldaseqmodel.sslm method) compute_post_variance() (gensim.models.ldaseqmodel.sslm method) construct_author2doc() (in module gensim.models.atmodel) construct_doc2author() (in module gensim.models.atmodel) context_vector_cache (gensim.topic_coherence.indirect_confirmation_measure.ContextVectorComputer attribute) ContextVectorComputer (class in gensim.topic_coherence.indirect_confirmation_measure) ConvergenceMetric (class in gensim.models.callbacks) convert_to_memory_friendly() (gensim.models.ensemblelda.EnsembleLda method) copy() (gensim.corpora.hashdictionary.HashDictionary method) copytree_hardlink() (in module gensim.utils) corpus2csc() (in module gensim.matutils) corpus2dense() (in module gensim.matutils) CorpusABC (class in gensim.interfaces) CorpusAccumulator (class in gensim.topic_coherence.text_analysis) cosine_similarities() (gensim.models.fasttext.FastTextKeyedVectors static method) (gensim.models.keyedvectors.KeyedVectors static method) (gensim.models.poincare.PoincareKeyedVectors static method) cosine_similarity() (in module gensim.topic_coherence.indirect_confirmation_measure) cossim() (in module gensim.matutils) count (gensim.models.doc2vec.Doctag property) (gensim.models.word2vec.Heapitem attribute) count() (gensim.models._fasttext_bin.Model method) (gensim.models.doc2vec.TaggedDocument method) create_binary_tree() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method) create_dictionary() (gensim.corpora.ucicorpus.UciCorpus method) create_vocab_trie() (gensim.models.poincare.LexicalEntailmentEvaluation static method) CsvCorpus (class in gensim.corpora.csvcorpus)

D

daemon (gensim.topic_coherence.text_analysis.AccumulatingWorker property) (gensim.utils.InputQueue property) datapath() (in module gensim.test.utils) dbow (gensim.models.doc2vec.Doc2Vec property) deaccent() (in module gensim.utils) decode_htmlentities() (in module gensim.utils) default_prng (in module gensim.utils) Dense2Corpus (class in gensim.matutils) dense2vec() (in module gensim.matutils) deprecated() (in module gensim.utils) descendants() (gensim.models.poincare.PoincareKeyedVectors method) destroy() (gensim.similarities.docsim.Similarity method) df2idf() (in module gensim.models.tfidfmodel) df_obs() (in module gensim.models.ldaseqmodel) dfs (gensim.corpora.dictionary.Dictionary attribute) dict_from_corpus() (in module gensim.utils) Dictionary (class in gensim.corpora.dictionary) dictionary (gensim.topic_coherence.text_analysis.UsesDictionary attribute) diff() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) difference_in_hierarchy() (gensim.models.poincare.PoincareKeyedVectors method) DiffMetric (class in gensim.models.callbacks) dim (gensim.models._fasttext_bin.Model attribute) Dispatcher (class in gensim.models.lda_dispatcher) (class in gensim.models.lsi_dispatcher) distance() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) distances() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method)

dm (gensim.models.doc2vec.Doc2Vec property) do_estep() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) do_mstep() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) doc2bow() (gensim.corpora.dictionary.Dictionary method) (gensim.corpora.hashdictionary.HashDictionary method) doc2idx() (gensim.corpora.dictionary.Dictionary method) doc2line() (gensim.corpora.svmlightcorpus.SvmLightCorpus static method) Doc2Vec (class in gensim.models.doc2vec) Doc2VecKeyedVectors (in module gensim.models.keyedvectors) Doc2VecTrainables (class in gensim.models.doc2vec) Doc2VecVocab (class in gensim.models.doc2vec) doc_count (gensim.models.doc2vec.Doctag attribute) doc_e_step() (gensim.models.hdpmodel.HdpModel method) doc_topics() (gensim.models.ldaseqmodel.LdaSeqModel method) docbyoffset() (gensim.corpora.bleicorpus.BleiCorpus method) (gensim.corpora.lowcorpus.LowCorpus method) (gensim.corpora.malletcorpus.MalletCorpus method) (gensim.corpora.mmcorpus.MmCorpus method) (gensim.corpora.svmlightcorpus.SvmLightCorpus method) (gensim.corpora.ucicorpus.UciCorpus method) (gensim.corpora.ucicorpus.UciReader method) Doctag (class in gensim.models.doc2vec) docvecs (gensim.models.doc2vec.Doc2Vec property) doesnt_match() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) dtm_coherence() (gensim.models.ldaseqmodel.LdaSeqModel method) dtm_vis() (gensim.models.ldaseqmodel.LdaSeqModel method) dv (gensim.models.doc2vec.Doc2Vec attribute)

E

editdist() (in module gensim.similarities.fastss) effective_n_jobs() (in module gensim.utils) empty_like() (gensim.models.lsimodel.Projection method) EnsembleLda (class in gensim.models.ensemblelda) epoch (gensim.models._fasttext_bin.Model attribute) estimate_memory() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method) estimate_probabilities() (gensim.models.coherencemodel.CoherenceModel method) estimated_lookup_memory() (gensim.models.doc2vec.Doc2Vec method) EuclideanKeyedVectors (in module gensim.models.keyedvectors) evaluate() (gensim.models.poincare.LinkPredictionEvaluation method) (gensim.models.poincare.ReconstructionEvaluation method) evaluate_mean_rank_and_map() (gensim.models.poincare.LinkPredictionEvaluation method) (gensim.models.poincare.ReconstructionEvaluation method) evaluate_spearman() (gensim.models.poincare.LexicalEntailmentEvaluation method) evaluate_test_corpus() (gensim.models.hdpmodel.HdpModel method)

evaluate_word_analogies() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) evaluate_word_pairs() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) exclude_pattern (gensim.corpora.textcorpus.TextDirectoryCorpus property) exit() (gensim.models.lda_dispatcher.Dispatcher method) (gensim.models.lda_worker.Worker method) (gensim.models.lsi_dispatcher.Dispatcher method) (gensim.models.lsi_worker.Worker method) exitcode (gensim.topic_coherence.text_analysis.AccumulatingWorker property) (gensim.utils.InputQueue property) expect_log_sticks() (in module gensim.models.hdpmodel) export_phrases() (gensim.models.phrases.Phrases method) extend_corpus() (gensim.models.atmodel.AuthorTopicModel method) extract_page_xmls() (in module gensim.scripts.segment_wiki) extract_pages() (in module gensim.corpora.wikicorpus)

F

f_obs() (in module gensim.models.ldaseqmodel) FAKE_HEADER (gensim.corpora.ucicorpus.UciWriter attribute) fake_headers() (gensim.corpora.ucicorpus.UciWriter method) (gensim.matutils.MmWriter method) FakeDict (class in gensim.utils) FastSS (class in gensim.similarities.fastss) FastText (class in gensim.models.fasttext) FastTextKeyedVectors (class in gensim.models.fasttext) FastTextTrainables (class in gensim.models.fasttext) FastTextVocab (class in gensim.models.fasttext) file_or_filename() (in module gensim.utils) fill_norms() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) filter_example() (in module gensim.corpora.wikicorpus) filter_extremes() (gensim.corpora.dictionary.Dictionary method) (gensim.corpora.hashdictionary.HashDictionary method) filter_n_most_frequent() (gensim.corpora.dictionary.Dictionary method) filter_tokens() (gensim.corpora.dictionary.Dictionary method) filter_wiki() (in module gensim.corpora.wikicorpus) find_interlinks() (in module gensim.corpora.wikicorpus) find_matching_terms() (gensim.models.poincare.LexicalEntailmentEvaluation static method)

find_phrases() (gensim.models.phrases.FrozenPhrases method) (gensim.models.phrases.Phrases method) fit() (gensim.models.ensemblelda.CBDBSCAN method) fit_lda_post() (gensim.models.ldaseqmodel.LdaPost method) fit_lda_seq() (gensim.models.ldaseqmodel.LdaSeqModel method) fit_lda_seq_topics() (gensim.models.ldaseqmodel.LdaSeqModel method) fit_sslm() (gensim.models.ldaseqmodel.sslm method) flatten() (in module gensim.utils) for_models() (gensim.models.coherencemodel.CoherenceModel class method) for_topics() (gensim.models.coherencemodel.CoherenceModel class method) format_topic() (gensim.models.hdpmodel.HdpTopicFormatter method) freeze() (gensim.models.phrases.Phrases method) from_corpus() (gensim.corpora.dictionary.Dictionary static method) from_documents() (gensim.corpora.dictionary.Dictionary static method) (gensim.corpora.hashdictionary.HashDictionary static method) fromkeys() (gensim.corpora.hashdictionary.HashDictionary method) FrozenPhrases (class in gensim.models.phrases) ft_hash_bytes() (in module gensim.models.fasttext_inner) ft_ngram_hashes() (in module gensim.models.fasttext) full2sparse() (in module gensim.matutils) full2sparse_clipped() (in module gensim.matutils) fullname() (gensim.similarities.docsim.Shard method)

G

generate_gensim_representation() (gensim.models.ensemblelda.EnsembleLda method) gensim.corpora module gensim.corpora.bleicorpus module gensim.corpora.csvcorpus module gensim.corpora.dictionary module gensim.corpora.hashdictionary module gensim.corpora.indexedcorpus module gensim.corpora.lowcorpus module gensim.corpora.malletcorpus module gensim.corpora.mmcorpus module gensim.corpora.opinosiscorpus module gensim.corpora.sharded_corpus module gensim.corpora.svmlightcorpus module gensim.corpora.textcorpus module gensim.corpora.ucicorpus module gensim.corpora.wikicorpus module gensim.downloader module gensim.interfaces module gensim.matutils module gensim.models module gensim.models._fasttext_bin module gensim.models.atmodel module gensim.models.basemodel module gensim.models.callbacks module gensim.models.coherencemodel module gensim.models.doc2vec module gensim.models.doc2vec_inner module gensim.models.ensemblelda module gensim.models.fasttext module gensim.models.fasttext_inner module gensim.models.hdpmodel module gensim.models.keyedvectors module gensim.models.lda_dispatcher module gensim.models.lda_worker module gensim.models.ldamodel module gensim.models.ldamulticore module gensim.models.ldaseqmodel module gensim.models.logentropy_model module gensim.models.lsi_dispatcher module gensim.models.lsi_worker module gensim.models.lsimodel module gensim.models.nmf module gensim.models.normmodel module gensim.models.phrases module gensim.models.poincare module gensim.models.rpmodel module gensim.models.tfidfmodel module gensim.models.translation_matrix module gensim.models.word2vec module gensim.models.word2vec_inner module gensim.parsing.porter module gensim.parsing.preprocessing module gensim.scripts.glove2word2vec module gensim.scripts.make_wiki_online module gensim.scripts.make_wiki_online_nodebug module gensim.scripts.make_wikicorpus module gensim.scripts.package_info module gensim.scripts.segment_wiki module gensim.scripts.word2vec2tensor module gensim.scripts.word2vec_standalone module gensim.similarities.annoy module gensim.similarities.docsim module gensim.similarities.fastss module gensim.similarities.levenshtein module gensim.similarities.nmslib module

gensim.similarities.termsim module gensim.test.utils module gensim.topic_coherence.aggregation module gensim.topic_coherence.direct_confirmation_measure module gensim.topic_coherence.indirect_confirmation_measure module gensim.topic_coherence.probability_estimation module gensim.topic_coherence.segmentation module gensim.topic_coherence.text_analysis module gensim.utils module get() (gensim.corpora.dictionary.Dictionary method) (gensim.corpora.hashdictionary.HashDictionary method) (gensim.utils.FakeDict method) get_author_topics() (gensim.models.atmodel.AuthorTopicModel method) get_by_offset() (gensim.corpora.sharded_corpus.ShardedCorpus method) get_co_occurrences() (gensim.topic_coherence.text_analysis.BaseAnalyzer method) (gensim.topic_coherence.text_analysis.CorpusAccumulator method) (gensim.topic_coherence.text_analysis.InvertedIndexAccumulator method) (gensim.topic_coherence.text_analysis.InvertedIndexBased method) (gensim.topic_coherence.text_analysis.ParallelWordOccurrenceAccumulator method) (gensim.topic_coherence.text_analysis.PatchedWordOccurrenceAccumulator method) (gensim.topic_coherence.text_analysis.UsesDictionary method) (gensim.topic_coherence.text_analysis.WindowedTextsAnalyzer method) (gensim.topic_coherence.text_analysis.WordOccurrenceAccumulator method) (gensim.topic_coherence.text_analysis.WordVectorsAccumulator method) get_coherence() (gensim.models.coherencemodel.CoherenceModel method) get_coherence_per_topic() (gensim.models.coherencemodel.CoherenceModel method) get_document_id() (gensim.similarities.docsim.Shard method) get_document_topics() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) (gensim.models.nmf.Nmf method) get_Elogbeta() (gensim.models.atmodel.AuthorTopicState method) (gensim.models.ldamodel.LdaState method) get_glove_info() (in module gensim.scripts.glove2word2vec) get_index() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) (gensim.similarities.docsim.Shard method) get_items() (gensim.models.poincare.NegativesBuffer method) get_lambda() (gensim.models.atmodel.AuthorTopicState method) (gensim.models.ldamodel.LdaState method) get_latest_training_loss() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method) get_max_id() (in module gensim.utils) get_mean_vector() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) get_my_ip() (in module gensim.utils) get_namespace() (in module gensim.corpora.wikicorpus) get_new_author_topics() (gensim.models.atmodel.AuthorTopicModel method) get_normed_vectors() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) get_occurrences() (gensim.topic_coherence.text_analysis.BaseAnalyzer method) (gensim.topic_coherence.text_analysis.CorpusAccumulator method) (gensim.topic_coherence.text_analysis.InvertedIndexAccumulator method) (gensim.topic_coherence.text_analysis.InvertedIndexBased method) (gensim.topic_coherence.text_analysis.ParallelWordOccurrenceAccumulator method) (gensim.topic_coherence.text_analysis.PatchedWordOccurrenceAccumulator method) (gensim.topic_coherence.text_analysis.UsesDictionary method) (gensim.topic_coherence.text_analysis.WindowedTextsAnalyzer method) (gensim.topic_coherence.text_analysis.WordOccurrenceAccumulator method) (gensim.topic_coherence.text_analysis.WordVectorsAccumulator method) get_positive_relation_ranks_and_avg_prec() (gensim.models.poincare.ReconstructionEvaluation static method) get_random_state() (in module gensim.utils) get_sentence_vector() (gensim.models.fasttext.FastTextKeyedVectors method) get_similarities() (gensim.interfaces.SimilarityABC method) (gensim.similarities.docsim.MatrixSimilarity method) (gensim.similarities.docsim.Similarity method) (gensim.similarities.docsim.SoftCosineSimilarity method) (gensim.similarities.docsim.SparseMatrixSimilarity method) (gensim.similarities.docsim.WmdSimilarity method) get_term_topics() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) (gensim.models.nmf.Nmf method) get_texts() (gensim.corpora.textcorpus.TextCorpus method) (gensim.corpora.textcorpus.TextDirectoryCorpus method) (gensim.corpora.wikicorpus.WikiCorpus method) get_tmpfile() (in module gensim.test.utils) get_topic_model_class() (gensim.models.ensemblelda.EnsembleLda method) get_topic_terms() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) (gensim.models.nmf.Nmf method) get_topics() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.basemodel.BaseTopicModel method) (gensim.models.ensemblelda.EnsembleLda method) (gensim.models.hdpmodel.HdpModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) (gensim.models.lsimodel.LsiModel method) (gensim.models.nmf.Nmf method) get_unknown_relation_ranks_and_avg_prec() (gensim.models.poincare.LinkPredictionEvaluation static method) get_value() (gensim.models.callbacks.CoherenceMetric method) (gensim.models.callbacks.ConvergenceMetric method) (gensim.models.callbacks.DiffMetric method) (gensim.models.callbacks.Metric method) (gensim.models.callbacks.PerplexityMetric method) get_vecattr() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) get_vector() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) getjob() (gensim.models.lda_dispatcher.Dispatcher method) (gensim.models.lsi_dispatcher.Dispatcher method) getNS() (in module gensim.utils) getstate() (gensim.models.lda_dispatcher.Dispatcher method) (gensim.models.lda_worker.Worker method) (gensim.models.lsi_dispatcher.Dispatcher method) (gensim.models.lsi_worker.Worker method) getstream() (gensim.corpora.textcorpus.TextCorpus method) (gensim.corpora.textcorpus.TextDirectoryCorpus method) (gensim.corpora.wikicorpus.WikiCorpus method) getworkers() (gensim.models.lda_dispatcher.Dispatcher method) (gensim.models.lsi_dispatcher.Dispatcher method) glove2word2vec() (in module gensim.scripts.glove2word2vec) grouper() (in module gensim.utils)

H

has_index_for() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) HashDictionary (class in gensim.corpora.hashdictionary) hdp_to_lda() (gensim.models.hdpmodel.HdpModel method) HdpModel (class in gensim.models.hdpmodel)

HdpTopicFormatter (class in gensim.models.hdpmodel) HEADER_LINE (gensim.corpora.ucicorpus.UciWriter attribute) (gensim.matutils.MmWriter attribute) Heapitem (class in gensim.models.word2vec) hellinger() (in module gensim.matutils) hidden_output (gensim.models._fasttext_bin.Model attribute)

I

id2contiguous (gensim.topic_coherence.text_analysis.BaseAnalyzer attribute) id2word (gensim.corpora.lowcorpus.LowCorpus property) (gensim.corpora.malletcorpus.MalletCorpus property) (gensim.models.ensemblelda.EnsembleLda property) ident (gensim.topic_coherence.text_analysis.AccumulatingWorker property) (gensim.utils.InputQueue property) identity() (in module gensim.utils) ids_similarity() (gensim.topic_coherence.text_analysis.WordVectorsAccumulator method) ignore_deprecation_warning() (in module gensim.utils) IGNORED_NAMESPACES (in module gensim.corpora.wikicorpus) in_current() (gensim.corpora.sharded_corpus.ShardedCorpus method) in_next() (gensim.corpora.sharded_corpus.ShardedCorpus method) index (gensim.models.doc2vec.Doctag attribute) (gensim.models.word2vec.Heapitem attribute) index() (gensim.models._fasttext_bin.Model method) (gensim.models.doc2vec.TaggedDocument method) index2entity (gensim.models.fasttext.FastTextKeyedVectors property) (gensim.models.keyedvectors.KeyedVectors property) (gensim.models.poincare.PoincareKeyedVectors property) index2word (gensim.models.fasttext.FastTextKeyedVectors property) (gensim.models.keyedvectors.KeyedVectors property) (gensim.models.poincare.PoincareKeyedVectors property) index_to_dict() (gensim.topic_coherence.text_analysis.CorpusAccumulator method) (gensim.topic_coherence.text_analysis.InvertedIndexAccumulator method) (gensim.topic_coherence.text_analysis.InvertedIndexBased method) IndexedCorpus (class in gensim.corpora.indexedcorpus) indexkeys() (in module gensim.similarities.fastss) infer_vector() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.translation_matrix.BackMappingTranslationMatrix method) inferDTMseq() (gensim.models.ldaseqmodel.LdaSeqModel method) inference() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.ensemblelda.EnsembleLda method) (gensim.models.hdpmodel.HdpModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) info() (in module gensim.downloader) init() (in module gensim.models.fasttext_inner) (in module gensim.models.word2vec_inner) init_by_clone() (gensim.corpora.sharded_corpus.ShardedCorpus method) init_dictionary() (gensim.corpora.textcorpus.TextCorpus method) (gensim.corpora.textcorpus.TextDirectoryCorpus method) (gensim.corpora.wikicorpus.WikiCorpus method) init_dir_prior() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) init_empty_corpus() (gensim.models.atmodel.AuthorTopicModel method) init_lda_post() (gensim.models.ldaseqmodel.LdaPost method)

init_ldaseq_ss() (gensim.models.ldaseqmodel.LdaSeqModel method) init_post_load() (gensim.models.fasttext.FastTextKeyedVectors method) init_shards() (gensim.corpora.sharded_corpus.ShardedCorpus method) init_sims() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) (gensim.models.word2vec.Word2Vec method) init_to_ignore_interrupt() (in module gensim.corpora.wikicorpus) init_weights() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method) initialize() (gensim.models.lda_dispatcher.Dispatcher method) (gensim.models.lda_worker.Worker method) (gensim.models.logentropy_model.LogEntropyModel method) (gensim.models.lsi_dispatcher.Dispatcher method) (gensim.models.lsi_worker.Worker method) (gensim.models.rpmodel.RpModel method) (gensim.models.tfidfmodel.TfidfModel method) inner_product() (gensim.similarities.termsim.SparseTermSimilarityMatrix method) input (gensim.corpora.mmcorpus.MmCorpus attribute) (gensim.corpora.ucicorpus.UciCorpus attribute) (gensim.corpora.ucicorpus.UciReader attribute) (gensim.corpora.wikicorpus.WikiCorpus property) InputQueue (class in gensim.utils) intersect_word2vec_format() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) InvertedIndexAccumulator (class in gensim.topic_coherence.text_analysis) InvertedIndexBased (class in gensim.topic_coherence.text_analysis) is_alive() (gensim.topic_coherence.text_analysis.AccumulatingWorker method) (gensim.utils.InputQueue method) is_core (gensim.models.ensemblelda.Topic attribute) is_corpus() (in module gensim.utils) is_empty() (in module gensim.utils) isbow() (in module gensim.matutils) ismatrix() (in module gensim.matutils) items() (gensim.corpora.dictionary.Dictionary method) (gensim.corpora.hashdictionary.HashDictionary method) iter_chunks() (gensim.similarities.docsim.Similarity method) iter_filepaths() (gensim.corpora.textcorpus.TextDirectoryCorpus method) iter_windows() (in module gensim.utils) iteritems() (gensim.corpora.dictionary.Dictionary method) (gensim.utils.FakeDict method) iterkeys() (gensim.corpora.dictionary.Dictionary method) itervalues() (gensim.corpora.dictionary.Dictionary method)

J

j (gensim.parsing.porter.PorterStemmer attribute) jaccard() (in module gensim.matutils) jaccard_distance() (in module gensim.matutils) jensen_shannon() (in module gensim.matutils) jobdone() (gensim.models.lda_dispatcher.Dispatcher method) (gensim.models.lsi_dispatcher.Dispatcher method)

jobsdone() (gensim.models.lda_dispatcher.Dispatcher method) (gensim.models.lsi_dispatcher.Dispatcher method) join() (gensim.topic_coherence.text_analysis.AccumulatingWorker method) (gensim.utils.InputQueue method)

K

k (gensim.parsing.porter.PorterStemmer attribute) keep_vocab_item() (in module gensim.utils) KeyedVectors (class in gensim.models.keyedvectors) keys() (gensim.corpora.dictionary.Dictionary method) (gensim.corpora.hashdictionary.HashDictionary method) (gensim.utils.FakeDict method)

kill() (gensim.topic_coherence.text_analysis.AccumulatingWorker method) (gensim.utils.InputQueue method) kullback_leibler() (in module gensim.matutils) kwargs (gensim.topic_coherence.text_analysis.ParallelWordOccurrenceAccumulator attribute)

L

l2_norm() (gensim.models.nmf.Nmf method) label (gensim.models.ensemblelda.Cluster attribute) (gensim.models.ensemblelda.Topic attribute) lazy_flatten() (in module gensim.utils) lda_alpha (gensim.models.hdpmodel.HdpModel attribute) lda_beta (gensim.models.hdpmodel.HdpModel attribute) lda_e_step() (in module gensim.models.hdpmodel) lda_seq_infer() (gensim.models.ldaseqmodel.LdaSeqModel method) LdaModel (class in gensim.models.ldamodel) LdaMulticore (class in gensim.models.ldamulticore) LdaPost (class in gensim.models.ldaseqmodel) LdaSeqModel (class in gensim.models.ldaseqmodel) LdaState (class in gensim.models.ldamodel) LeeCorpus (class in gensim.test.utils) left (gensim.models.word2vec.Heapitem attribute) LevenshteinSimilarityIndex (class in gensim.similarities.levenshtein) levsim() (gensim.similarities.levenshtein.LevenshteinSimilarityIndex method) LexicalEntailmentEvaluation (class in gensim.models.poincare) line2doc() (gensim.corpora.bleicorpus.BleiCorpus method) (gensim.corpora.lowcorpus.LowCorpus method) (gensim.corpora.malletcorpus.MalletCorpus method) (gensim.corpora.svmlightcorpus.SvmLightCorpus method) lines_are_documents (gensim.corpora.textcorpus.TextDirectoryCorpus property) LineSentence (class in gensim.models.word2vec) LinkPredictionEvaluation (class in gensim.models.poincare) load() (gensim.corpora.bleicorpus.BleiCorpus class method) (gensim.corpora.csvcorpus.CsvCorpus class method) (gensim.corpora.dictionary.Dictionary class method) (gensim.corpora.hashdictionary.HashDictionary class method) (gensim.corpora.indexedcorpus.IndexedCorpus class method) (gensim.corpora.lowcorpus.LowCorpus class method) (gensim.corpora.malletcorpus.MalletCorpus class method) (gensim.corpora.mmcorpus.MmCorpus class method) (gensim.corpora.sharded_corpus.ShardedCorpus class method) (gensim.corpora.svmlightcorpus.SvmLightCorpus class method) (gensim.corpora.textcorpus.TextCorpus class method) (gensim.corpora.textcorpus.TextDirectoryCorpus class method) (gensim.corpora.ucicorpus.UciCorpus class method) (gensim.corpora.wikicorpus.WikiCorpus class method) (gensim.interfaces.CorpusABC class method) (gensim.interfaces.SimilarityABC class method) (gensim.interfaces.TransformationABC class method) (gensim.interfaces.TransformedCorpus class method) (gensim.models.atmodel.AuthorTopicModel class method) (gensim.models.atmodel.AuthorTopicState class method) (gensim.models.coherencemodel.CoherenceModel class method) (gensim.models.doc2vec.Doc2Vec class method) (gensim.models.doc2vec.Doc2VecTrainables class method) (gensim.models.doc2vec.Doc2VecVocab class method) (gensim.models.ensemblelda.EnsembleLda class method) (gensim.models.fasttext.FastText class method) (gensim.models.fasttext.FastTextKeyedVectors class method) (gensim.models.fasttext.FastTextTrainables class method) (gensim.models.fasttext.FastTextVocab class method) (gensim.models.hdpmodel.HdpModel class method) (gensim.models.keyedvectors.KeyedVectors class method) (gensim.models.ldamodel.LdaModel class method) (gensim.models.ldamodel.LdaState class method) (gensim.models.ldamulticore.LdaMulticore class method) (gensim.models.ldaseqmodel.LdaPost class method) (gensim.models.ldaseqmodel.LdaSeqModel class method) (gensim.models.ldaseqmodel.sslm class method) (gensim.models.logentropy_model.LogEntropyModel class method) (gensim.models.lsimodel.LsiModel class method) (gensim.models.lsimodel.Projection class method) (gensim.models.nmf.Nmf class method) (gensim.models.normmodel.NormModel class method) (gensim.models.phrases.FrozenPhrases class method) (gensim.models.phrases.Phrases class method) (gensim.models.poincare.PoincareKeyedVectors class method) (gensim.models.poincare.PoincareModel class method) (gensim.models.rpmodel.RpModel class method) (gensim.models.tfidfmodel.TfidfModel class method) (gensim.models.translation_matrix.BackMappingTranslationMatrix class method) (gensim.models.translation_matrix.TranslationMatrix class method) (gensim.models.VocabTransform class method) (gensim.models.word2vec.Word2Vec class method) (gensim.models.word2vec.Word2VecTrainables class method) (gensim.models.word2vec.Word2VecVocab class method) (gensim.similarities.annoy.AnnoyIndexer method) (gensim.similarities.docsim.MatrixSimilarity class method) (gensim.similarities.docsim.Shard class method) (gensim.similarities.docsim.Similarity class method) (gensim.similarities.docsim.SoftCosineSimilarity class method) (gensim.similarities.docsim.SparseMatrixSimilarity class method) (gensim.similarities.docsim.WmdSimilarity class method) (gensim.similarities.levenshtein.LevenshteinSimilarityIndex class method) (gensim.similarities.nmslib.NmslibIndexer class method) (gensim.similarities.termsim.SparseTermSimilarityMatrix class method) (gensim.similarities.termsim.TermSimilarityIndex class method) (gensim.similarities.termsim.UniformTermSimilarityIndex class method) (gensim.similarities.termsim.WordEmbeddingSimilarityIndex class method) (gensim.utils.ClippedCorpus class method) (gensim.utils.RepeatCorpus class method) (gensim.utils.RepeatCorpusNTimes class method) (gensim.utils.SaveLoad class method) (gensim.utils.SlicedCorpus class method) (in module gensim.downloader) (in module gensim.models._fasttext_bin)

load_binary_data() (gensim.models.fasttext.FastText method) load_facebook_model() (in module gensim.models.fasttext) load_facebook_vectors() (in module gensim.models.fasttext) load_fasttext_format() (gensim.models.fasttext.FastText class method) load_from_text() (gensim.corpora.dictionary.Dictionary static method) load_shard() (gensim.corpora.sharded_corpus.ShardedCorpus method) load_word2vec_format() (gensim.models.fasttext.FastTextKeyedVectors class method) (gensim.models.keyedvectors.KeyedVectors class method) (gensim.models.poincare.PoincareKeyedVectors class method) (in module gensim.models.keyedvectors) log_accuracy() (gensim.models.fasttext.FastTextKeyedVectors static method) (gensim.models.keyedvectors.KeyedVectors static method) (gensim.models.poincare.PoincareKeyedVectors static method) log_conditional_probability() (in module gensim.topic_coherence.direct_confirmation_measure) log_evaluate_word_pairs() (gensim.models.fasttext.FastTextKeyedVectors static method) (gensim.models.keyedvectors.KeyedVectors static method) (gensim.models.poincare.PoincareKeyedVectors static method) log_every (gensim.topic_coherence.text_analysis.BaseAnalyzer attribute) log_perplexity() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.ensemblelda.EnsembleLda method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) log_ratio_measure() (in module gensim.topic_coherence.direct_confirmation_measure) LogEntropyModel (class in gensim.models.logentropy_model) loss (gensim.models._fasttext_bin.Model attribute) LowCorpus (class in gensim.corpora.lowcorpus) lower_to_unicode() (in module gensim.parsing.preprocessing) lr_update_rate (gensim.models._fasttext_bin.Model attribute) LsiModel (class in gensim.models.lsimodel)

M

m_D (gensim.models.hdpmodel.HdpModel attribute) m_Elogbeta (gensim.models.hdpmodel.HdpModel attribute) m_lambda (gensim.models.hdpmodel.HdpModel attribute) m_lambda_sum (gensim.models.hdpmodel.HdpModel attribute) m_num_docs_processed (gensim.models.hdpmodel.HdpModel attribute) m_r (gensim.models.hdpmodel.HdpModel attribute) m_rhot (gensim.models.hdpmodel.HdpModel attribute) m_status_up_to_date (gensim.models.hdpmodel.HdpModel attribute) m_timestamp (gensim.models.hdpmodel.HdpModel attribute) m_updatect (gensim.models.hdpmodel.HdpModel attribute) m_var_sticks (gensim.models.hdpmodel.HdpModel attribute) m_varphi_ss (gensim.models.hdpmodel.HdpModel attribute) m_W (gensim.models.hdpmodel.HdpModel attribute) make_cum_table() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method) make_lda_seq_slice() (gensim.models.ldaseqmodel.LdaSeqModel method) MalletCorpus (class in gensim.corpora.malletcorpus) mass_masking() (in module gensim.models.ensemblelda) matrix (gensim.similarities.termsim.SparseTermSimilarityMatrix attribute) MatrixSimilarity (class in gensim.similarities.docsim) max_depth (gensim.corpora.textcorpus.TextDirectoryCorpus property) MAX_HEADER_LENGTH (gensim.corpora.ucicorpus.UciWriter attribute) max_num_neighboring_labels (gensim.models.ensemblelda.Cluster attribute) maxn (gensim.models._fasttext_bin.Model attribute) measure (gensim.models.coherencemodel.CoherenceModel property) merge() (gensim.models.atmodel.AuthorTopicState method) (gensim.models.ldamodel.LdaState method) (gensim.models.lsimodel.Projection method) (gensim.topic_coherence.text_analysis.PatchedWordOccurrenceAccumulator method) (gensim.topic_coherence.text_analysis.WordOccurrenceAccumulator method) merge_accumulators() (gensim.topic_coherence.text_analysis.ParallelWordOccurrenceAccumulator method) merge_counts() (in module gensim.utils) merge_with() (gensim.corpora.dictionary.Dictionary method) metadata (gensim.corpora.wikicorpus.WikiCorpus attribute) Metric (class in gensim.models.callbacks) min_count (gensim.models._fasttext_bin.Model attribute) min_depth (gensim.corpora.textcorpus.TextDirectoryCorpus property) minn (gensim.models._fasttext_bin.Model attribute) MmCorpus (class in gensim.corpora.mmcorpus) MmWriter (class in gensim.matutils) mock_data() (in module gensim.utils) mock_data_row() (in module gensim.utils) Model (class in gensim.models._fasttext_bin) model (gensim.models._fasttext_bin.Model attribute) (gensim.models.coherencemodel.CoherenceModel property) (gensim.topic_coherence.text_analysis.WordVectorsAccumulator attribute) model_kwargs (gensim.topic_coherence.text_analysis.WordVectorsAccumulator attribute) module gensim.corpora gensim.corpora.bleicorpus gensim.corpora.csvcorpus gensim.corpora.dictionary gensim.corpora.hashdictionary gensim.corpora.indexedcorpus gensim.corpora.lowcorpus gensim.corpora.malletcorpus gensim.corpora.mmcorpus gensim.corpora.opinosiscorpus gensim.corpora.sharded_corpus gensim.corpora.svmlightcorpus gensim.corpora.textcorpus gensim.corpora.ucicorpus gensim.corpora.wikicorpus gensim.downloader gensim.interfaces gensim.matutils gensim.models gensim.models._fasttext_bin gensim.models.atmodel gensim.models.basemodel gensim.models.callbacks gensim.models.coherencemodel gensim.models.doc2vec gensim.models.doc2vec_inner gensim.models.ensemblelda gensim.models.fasttext gensim.models.fasttext_inner gensim.models.hdpmodel gensim.models.keyedvectors gensim.models.lda_dispatcher gensim.models.lda_worker gensim.models.ldamodel gensim.models.ldamulticore gensim.models.ldaseqmodel gensim.models.logentropy_model gensim.models.lsi_dispatcher gensim.models.lsi_worker gensim.models.lsimodel gensim.models.nmf gensim.models.normmodel gensim.models.phrases gensim.models.poincare gensim.models.rpmodel gensim.models.tfidfmodel gensim.models.translation_matrix gensim.models.word2vec gensim.models.word2vec_inner gensim.parsing.porter gensim.parsing.preprocessing gensim.scripts.glove2word2vec gensim.scripts.make_wiki_online gensim.scripts.make_wiki_online_nodebug gensim.scripts.make_wikicorpus gensim.scripts.package_info gensim.scripts.segment_wiki gensim.scripts.word2vec2tensor gensim.scripts.word2vec_standalone gensim.similarities.annoy gensim.similarities.docsim gensim.similarities.fastss gensim.similarities.levenshtein gensim.similarities.nmslib gensim.similarities.termsim gensim.test.utils gensim.topic_coherence.aggregation gensim.topic_coherence.direct_confirmation_measure gensim.topic_coherence.indirect_confirmation_measure gensim.topic_coherence.probability_estimation gensim.topic_coherence.segmentation gensim.topic_coherence.text_analysis gensim.utils

most_common() (gensim.corpora.dictionary.Dictionary method) most_similar() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) (gensim.similarities.annoy.AnnoyIndexer method) (gensim.similarities.levenshtein.LevenshteinSimilarityIndex method) (gensim.similarities.nmslib.NmslibIndexer method) (gensim.similarities.termsim.TermSimilarityIndex method) (gensim.similarities.termsim.UniformTermSimilarityIndex method) (gensim.similarities.termsim.WordEmbeddingSimilarityIndex method) most_similar_cosmul() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) most_similar_to_given() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method)

N

n_similarity() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) name (gensim.topic_coherence.text_analysis.AccumulatingWorker property) (gensim.utils.InputQueue property) neg (gensim.models._fasttext_bin.Model attribute) NegativesBuffer (class in gensim.models.poincare) neighboring_labels (gensim.models.ensemblelda.Cluster attribute) (gensim.models.ensemblelda.Topic attribute) neighboring_topic_indices (gensim.models.ensemblelda.Topic attribute) Nmf (class in gensim.models.nmf) NmslibIndexer (class in gensim.similarities.nmslib) NO_CYTHON (in module gensim.utils) Node norm() (gensim.models.poincare.PoincareKeyedVectors method) normalize() (gensim.models.normmodel.NormModel method) (gensim.models.translation_matrix.Space method) NormModel (class in gensim.models.normmodel) not_in_vocab() (gensim.topic_coherence.text_analysis.WordVectorsAccumulator method) npmi_scorer() (in module gensim.models.phrases) ntokens (gensim.models._fasttext_bin.Model attribute) num_cores (gensim.models.ensemblelda.Cluster attribute) num_docs (gensim.corpora.dictionary.Dictionary attribute) (gensim.corpora.mmcorpus.MmCorpus attribute) (gensim.corpora.ucicorpus.UciCorpus attribute) (gensim.corpora.ucicorpus.UciReader attribute) (gensim.topic_coherence.text_analysis.BaseAnalyzer property) (gensim.topic_coherence.text_analysis.CorpusAccumulator property) (gensim.topic_coherence.text_analysis.InvertedIndexAccumulator property) (gensim.topic_coherence.text_analysis.InvertedIndexBased property) (gensim.topic_coherence.text_analysis.ParallelWordOccurrenceAccumulator property) (gensim.topic_coherence.text_analysis.PatchedWordOccurrenceAccumulator property) (gensim.topic_coherence.text_analysis.UsesDictionary property) (gensim.topic_coherence.text_analysis.WindowedTextsAnalyzer property) (gensim.topic_coherence.text_analysis.WordOccurrenceAccumulator property) (gensim.topic_coherence.text_analysis.WordVectorsAccumulator property)

num_items() (gensim.models.poincare.NegativesBuffer method) num_neighboring_labels (gensim.models.ensemblelda.Topic attribute) num_nnz (gensim.corpora.dictionary.Dictionary attribute) (gensim.corpora.mmcorpus.MmCorpus attribute) (gensim.corpora.ucicorpus.UciCorpus attribute) (gensim.corpora.ucicorpus.UciReader attribute) num_pos (gensim.corpora.dictionary.Dictionary attribute) num_terms (gensim.corpora.mmcorpus.MmCorpus attribute) (gensim.corpora.ucicorpus.UciCorpus attribute) (gensim.corpora.ucicorpus.UciReader attribute) nwords (gensim.models._fasttext_bin.Model attribute)

O

on_epoch_begin() (gensim.models.callbacks.CallbackAny2Vec method) on_epoch_end() (gensim.models.callbacks.Callback method) (gensim.models.callbacks.CallbackAny2Vec method) on_train_begin() (gensim.models.callbacks.CallbackAny2Vec method)

on_train_end() (gensim.models.callbacks.CallbackAny2Vec method) open_file() (in module gensim.utils) OpinosisCorpus (class in gensim.corpora.opinosiscorpus) optimal_ordering() (gensim.models.hdpmodel.HdpModel method) original_scorer() (in module gensim.models.phrases)

P

p_boolean_document() (in module gensim.topic_coherence.probability_estimation) p_boolean_sliding_window() (in module gensim.topic_coherence.probability_estimation) p_word2vec() (in module gensim.topic_coherence.probability_estimation) package_info() (in module gensim.scripts.package_info) pad() (in module gensim.matutils) ParallelWordOccurrenceAccumulator (class in gensim.topic_coherence.text_analysis) partial_accumulate() (gensim.topic_coherence.text_analysis.PatchedWordOccurrenceAccumulator method) (gensim.topic_coherence.text_analysis.WordOccurrenceAccumulator method) patch_with_special_tokens() (gensim.corpora.dictionary.Dictionary method) PatchedWordOccurrenceAccumulator (class in gensim.topic_coherence.text_analysis) PathLineSentences (class in gensim.models.word2vec) pattern (gensim.corpora.textcorpus.TextDirectoryCorpus property) PerplexityMetric (class in gensim.models.callbacks) Phraser (in module gensim.models.phrases) Phrases (class in gensim.models.phrases) pickle() (in module gensim.utils) pid (gensim.topic_coherence.text_analysis.AccumulatingWorker property) (gensim.utils.InputQueue property) ping() (gensim.models.lda_worker.Worker method) PoincareBatch (class in gensim.models.poincare) PoincareKeyedVectors (class in gensim.models.poincare) PoincareModel (class in gensim.models.poincare) PoincareRelations (class in gensim.models.poincare) pop() (gensim.corpora.hashdictionary.HashDictionary method) popitem() (gensim.corpora.hashdictionary.HashDictionary method) PorterStemmer (class in gensim.parsing.porter) precompute_idfs() (in module gensim.models.tfidfmodel) predict_output_word() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method) prep_vectors() (in module gensim.models.keyedvectors) prepare_vocab() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method) prepare_weights() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method)

preprocess_documents() (in module gensim.parsing.preprocessing) preprocess_string() (in module gensim.parsing.preprocessing) preprocess_text() (gensim.corpora.textcorpus.TextCorpus method) (gensim.corpora.textcorpus.TextDirectoryCorpus method) (gensim.corpora.wikicorpus.WikiCorpus method) print_debug() (gensim.models.lsimodel.LsiModel method) (in module gensim.models.lsimodel) print_topic() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.basemodel.BaseTopicModel method) (gensim.models.hdpmodel.HdpModel method) (gensim.models.hdpmodel.HdpTopicFormatter method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) (gensim.models.ldaseqmodel.LdaSeqModel method) (gensim.models.lsimodel.LsiModel method) (gensim.models.nmf.Nmf method) print_topic_times() (gensim.models.ldaseqmodel.LdaSeqModel method) print_topics() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.basemodel.BaseTopicModel method) (gensim.models.ensemblelda.EnsembleLda method) (gensim.models.hdpmodel.HdpModel method) (gensim.models.hdpmodel.HdpTopicFormatter method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) (gensim.models.ldaseqmodel.LdaSeqModel method) (gensim.models.lsimodel.LsiModel method) (gensim.models.nmf.Nmf method) process_article() (in module gensim.corpora.wikicorpus) processes (gensim.topic_coherence.text_analysis.ParallelWordOccurrenceAccumulator attribute) processjob() (gensim.models.lda_worker.Worker method) (gensim.models.lsi_worker.Worker method) Projection (class in gensim.models.lsimodel) prune_vocab() (in module gensim.utils) pseudorandom_weak_vector() (in module gensim.models.keyedvectors) putjob() (gensim.models.lda_dispatcher.Dispatcher method) (gensim.models.lsi_dispatcher.Dispatcher method) pyro_daemon() (in module gensim.utils)

Q

qr_destroy() (in module gensim.matutils) qsize() (in module gensim.utils) query() (gensim.similarities.fastss.FastSS method)

query_shard() (in module gensim.similarities.docsim) query_shards() (gensim.similarities.docsim.Similarity method) queue_all_texts() (gensim.topic_coherence.text_analysis.ParallelWordOccurrenceAccumulator method)

R

randfname() (in module gensim.utils) rank() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) rank_by_centrality() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) rank_masking() (in module gensim.models.ensemblelda) raw_vocab (gensim.models._fasttext_bin.Model attribute) RE_P0 (in module gensim.corpora.wikicorpus) RE_P1 (in module gensim.corpora.wikicorpus) RE_P10 (in module gensim.corpora.wikicorpus) RE_P11 (in module gensim.corpora.wikicorpus) RE_P12 (in module gensim.corpora.wikicorpus) RE_P13 (in module gensim.corpora.wikicorpus) RE_P14 (in module gensim.corpora.wikicorpus) RE_P15 (in module gensim.corpora.wikicorpus) RE_P16 (in module gensim.corpora.wikicorpus) RE_P17 (in module gensim.corpora.wikicorpus) RE_P2 (in module gensim.corpora.wikicorpus) RE_P3 (in module gensim.corpora.wikicorpus) RE_P4 (in module gensim.corpora.wikicorpus) RE_P5 (in module gensim.corpora.wikicorpus) RE_P6 (in module gensim.corpora.wikicorpus) RE_P7 (in module gensim.corpora.wikicorpus) RE_P8 (in module gensim.corpora.wikicorpus) RE_P9 (in module gensim.corpora.wikicorpus) read_file() (in module gensim.parsing.preprocessing) read_files() (in module gensim.parsing.preprocessing) recalc_char_ngram_buckets() (gensim.models.fasttext.FastTextKeyedVectors method) recluster() (gensim.models.ensemblelda.EnsembleLda method) ReconstructionEvaluation (class in gensim.models.poincare) relative_cosine_similarity() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) relevant_ids (gensim.topic_coherence.text_analysis.BaseAnalyzer attribute)

relevant_words (gensim.topic_coherence.text_analysis.UsesDictionary attribute) remove_file() (in module gensim.corpora.wikicorpus) remove_markup() (in module gensim.corpora.wikicorpus) remove_short_tokens() (in module gensim.parsing.preprocessing) remove_stopword_tokens() (in module gensim.parsing.preprocessing) remove_stopwords() (in module gensim.parsing.preprocessing) remove_template() (in module gensim.corpora.wikicorpus) reopen_shard() (gensim.similarities.docsim.Similarity method) RepeatCorpus (class in gensim.utils) RepeatCorpusNTimes (class in gensim.utils) reply_to_master() (gensim.topic_coherence.text_analysis.AccumulatingWorker method) requestjob() (gensim.models.lda_worker.Worker method) (gensim.models.lsi_worker.Worker method) reset() (gensim.corpora.sharded_corpus.ShardedCorpus method) (gensim.models.atmodel.AuthorTopicState method) (gensim.models.lda_dispatcher.Dispatcher method) (gensim.models.lda_worker.Worker method) (gensim.models.ldamodel.LdaState method) (gensim.models.lsi_dispatcher.Dispatcher method) (gensim.models.lsi_worker.Worker method) reset_from() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method) resize_shards() (gensim.corpora.sharded_corpus.ShardedCorpus method) resize_vectors() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) resolve_weights() (in module gensim.models.tfidfmodel) restricted_hash() (gensim.corpora.hashdictionary.HashDictionary method) ret_log_normalize_vec() (in module gensim.matutils) ret_normalized_vec() (in module gensim.matutils) revdict() (in module gensim.utils) right (gensim.models.word2vec.Heapitem attribute) RpModel (class in gensim.models.rpmodel) run() (gensim.topic_coherence.text_analysis.AccumulatingWorker method) (gensim.utils.InputQueue method)

S

s_one_one() (in module gensim.topic_coherence.segmentation) s_one_pre() (in module gensim.topic_coherence.segmentation) s_one_set() (in module gensim.topic_coherence.segmentation) safe_unichr() (in module gensim.utils) sample_dict() (in module gensim.utils) sample_texts() (gensim.corpora.textcorpus.TextCorpus method) (gensim.corpora.textcorpus.TextDirectoryCorpus method) (gensim.corpora.wikicorpus.WikiCorpus method) save() (gensim.corpora.bleicorpus.BleiCorpus method) (gensim.corpora.csvcorpus.CsvCorpus method) (gensim.corpora.dictionary.Dictionary method) (gensim.corpora.hashdictionary.HashDictionary method) (gensim.corpora.indexedcorpus.IndexedCorpus method) (gensim.corpora.lowcorpus.LowCorpus method) (gensim.corpora.malletcorpus.MalletCorpus method) (gensim.corpora.mmcorpus.MmCorpus method) (gensim.corpora.sharded_corpus.ShardedCorpus method) (gensim.corpora.svmlightcorpus.SvmLightCorpus method) (gensim.corpora.textcorpus.TextCorpus method) (gensim.corpora.textcorpus.TextDirectoryCorpus method) (gensim.corpora.ucicorpus.UciCorpus method) (gensim.corpora.wikicorpus.WikiCorpus method) (gensim.interfaces.CorpusABC method) (gensim.interfaces.SimilarityABC method) (gensim.interfaces.TransformationABC method) (gensim.interfaces.TransformedCorpus method) (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.atmodel.AuthorTopicState method) (gensim.models.coherencemodel.CoherenceModel method) (gensim.models.doc2vec.Doc2Vec method) (gensim.models.doc2vec.Doc2VecTrainables method) (gensim.models.doc2vec.Doc2VecVocab method) (gensim.models.ensemblelda.EnsembleLda method) (gensim.models.fasttext.FastText method) (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.fasttext.FastTextTrainables method) (gensim.models.fasttext.FastTextVocab method) (gensim.models.hdpmodel.HdpModel method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamodel.LdaState method) (gensim.models.ldamulticore.LdaMulticore method) (gensim.models.ldaseqmodel.LdaPost method) (gensim.models.ldaseqmodel.LdaSeqModel method) (gensim.models.ldaseqmodel.sslm method) (gensim.models.logentropy_model.LogEntropyModel method) (gensim.models.lsimodel.LsiModel method) (gensim.models.lsimodel.Projection method) (gensim.models.nmf.Nmf method) (gensim.models.normmodel.NormModel method) (gensim.models.phrases.FrozenPhrases method) (gensim.models.phrases.Phrases method) (gensim.models.poincare.PoincareKeyedVectors method) (gensim.models.poincare.PoincareModel method) (gensim.models.rpmodel.RpModel method) (gensim.models.tfidfmodel.TfidfModel method) (gensim.models.translation_matrix.BackMappingTranslationMatrix method) (gensim.models.translation_matrix.TranslationMatrix method) (gensim.models.VocabTransform method) (gensim.models.word2vec.Word2Vec method) (gensim.models.word2vec.Word2VecTrainables method) (gensim.models.word2vec.Word2VecVocab method) (gensim.similarities.annoy.AnnoyIndexer method) (gensim.similarities.docsim.MatrixSimilarity method) (gensim.similarities.docsim.Shard method) (gensim.similarities.docsim.Similarity method) (gensim.similarities.docsim.SoftCosineSimilarity method) (gensim.similarities.docsim.SparseMatrixSimilarity method) (gensim.similarities.docsim.WmdSimilarity method) (gensim.similarities.levenshtein.LevenshteinSimilarityIndex method) (gensim.similarities.nmslib.NmslibIndexer method) (gensim.similarities.termsim.SparseTermSimilarityMatrix method) (gensim.similarities.termsim.TermSimilarityIndex method) (gensim.similarities.termsim.UniformTermSimilarityIndex method) (gensim.similarities.termsim.WordEmbeddingSimilarityIndex method) (gensim.utils.ClippedCorpus method) (gensim.utils.RepeatCorpus method) (gensim.utils.RepeatCorpusNTimes method) (gensim.utils.SaveLoad method) (gensim.utils.SlicedCorpus method) (in module gensim.models._fasttext_bin) save_as_line_sentence() (in module gensim.utils) save_as_text() (gensim.corpora.dictionary.Dictionary method) (gensim.corpora.hashdictionary.HashDictionary method) save_corpus() (gensim.corpora.bleicorpus.BleiCorpus static method) (gensim.corpora.csvcorpus.CsvCorpus static method) (gensim.corpora.indexedcorpus.IndexedCorpus static method) (gensim.corpora.lowcorpus.LowCorpus static method) (gensim.corpora.malletcorpus.MalletCorpus static method) (gensim.corpora.mmcorpus.MmCorpus static method) (gensim.corpora.sharded_corpus.ShardedCorpus static method) (gensim.corpora.svmlightcorpus.SvmLightCorpus static method) (gensim.corpora.textcorpus.TextCorpus static method) (gensim.corpora.textcorpus.TextDirectoryCorpus static method) (gensim.corpora.ucicorpus.UciCorpus static method) (gensim.corpora.wikicorpus.WikiCorpus static method) (gensim.interfaces.CorpusABC static method) (gensim.interfaces.TransformedCorpus static method) save_facebook_model() (in module gensim.models.fasttext) save_options() (gensim.models.hdpmodel.HdpModel method) save_shard() (gensim.corpora.sharded_corpus.ShardedCorpus method) save_topics() (gensim.models.hdpmodel.HdpModel method) save_word2vec_format() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) SaveLoad (class in gensim.utils) scan_vocab() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method) Scipy2Corpus (class in gensim.matutils) scipy2scipy_clipped() (in module gensim.matutils) scipy2sparse() (in module gensim.matutils) score() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method) score_candidate() (gensim.models.phrases.FrozenPhrases method) (gensim.models.phrases.Phrases method) score_function() (gensim.models.poincare.LexicalEntailmentEvaluation method) score_sentence_cbow() (in module gensim.models.word2vec_inner)

score_sentence_sg() (in module gensim.models.word2vec_inner) seeded_vector() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method) segment() (in module gensim.scripts.segment_wiki) segment_all_articles() (in module gensim.scripts.segment_wiki) segment_and_write_all_articles() (in module gensim.scripts.segment_wiki) segment_topics() (gensim.models.coherencemodel.CoherenceModel method) sentinel (gensim.topic_coherence.text_analysis.AccumulatingWorker property) (gensim.utils.InputQueue property) serialize() (gensim.corpora.bleicorpus.BleiCorpus class method) (gensim.corpora.indexedcorpus.IndexedCorpus class method) (gensim.corpora.lowcorpus.LowCorpus class method) (gensim.corpora.malletcorpus.MalletCorpus class method) (gensim.corpora.mmcorpus.MmCorpus class method) (gensim.corpora.sharded_corpus.ShardedCorpus class method) (gensim.corpora.svmlightcorpus.SvmLightCorpus class method) (gensim.corpora.ucicorpus.UciCorpus class method) set2bytes() (in module gensim.similarities.fastss) set_model() (gensim.models.callbacks.Callback method) set_parameters() (gensim.models.callbacks.CoherenceMetric method) (gensim.models.callbacks.ConvergenceMetric method) (gensim.models.callbacks.DiffMetric method) (gensim.models.callbacks.Metric method) (gensim.models.callbacks.PerplexityMetric method) set_vecattr() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) set_zero() (gensim.models.hdpmodel.SuffStats method) setdefault() (gensim.corpora.hashdictionary.HashDictionary method) Shard (class in gensim.similarities.docsim) shard_by_offset() (gensim.corpora.sharded_corpus.ShardedCorpus method) ShardedCorpus (class in gensim.corpora.sharded_corpus) shardid2filename() (gensim.similarities.docsim.Similarity method) show_topic() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.hdpmodel.HdpModel method) (gensim.models.hdpmodel.HdpTopicFormatter method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) (gensim.models.lsimodel.LsiModel method) (gensim.models.nmf.Nmf method) show_topic_terms() (gensim.models.hdpmodel.HdpTopicFormatter method) show_topics() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.hdpmodel.HdpModel method) (gensim.models.hdpmodel.HdpTopicFormatter method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) (gensim.models.lsimodel.LsiModel method) (gensim.models.nmf.Nmf method) sim_cache (gensim.topic_coherence.indirect_confirmation_measure.ContextVectorComputer attribute) similar_by_key() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) similar_by_vector() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) similar_by_word() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) Similarity (class in gensim.similarities.docsim) similarity() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) similarity_by_id() (gensim.similarities.docsim.Similarity method) similarity_unseen_docs() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) SimilarityABC (class in gensim.interfaces) simple_preprocess() (in module gensim.utils) simple_tokenize() (in module gensim.utils) skip_headers() (gensim.corpora.mmcorpus.MmCorpus method) (gensim.corpora.ucicorpus.UciCorpus method) (gensim.corpora.ucicorpus.UciReader method) SlicedCorpus (class in gensim.utils) smart_extension() (in module gensim.utils) smartirs_normalize() (in module gensim.models.tfidfmodel) smartirs_wglobal() (in module gensim.models.tfidfmodel) smartirs_wlocal() (in module gensim.models.tfidfmodel) SoftCosineSimilarity (class in gensim.similarities.docsim) sort_by_descending_frequency() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) Space (class in gensim.models.translation_matrix) Sparse2Corpus (class in gensim.matutils) sparse2full() (in module gensim.matutils) SparseMatrixSimilarity (class in gensim.similarities.docsim) SparseTermSimilarityMatrix (class in gensim.similarities.termsim) split_alphanum() (in module gensim.parsing.preprocessing) split_on_space() (in module gensim.parsing.preprocessing) sslm (class in gensim.models.ldaseqmodel) sslm_counts_init() (gensim.models.ldaseqmodel.sslm method) start() (gensim.topic_coherence.text_analysis.AccumulatingWorker method) (gensim.utils.InputQueue method) start_workers() (gensim.topic_coherence.text_analysis.ParallelWordOccurrenceAccumulator method) stem() (gensim.parsing.porter.PorterStemmer method) (in module gensim.parsing.preprocessing) stem_documents() (gensim.parsing.porter.PorterStemmer method) stem_sentence() (gensim.parsing.porter.PorterStemmer method) stem_text() (in module gensim.parsing.preprocessing) step_through_preprocess() (gensim.corpora.textcorpus.TextCorpus method) (gensim.corpora.textcorpus.TextDirectoryCorpus method) (gensim.corpora.wikicorpus.WikiCorpus method) stochastic_svd() (in module gensim.models.lsimodel) strided_windows() (in module gensim.utils) strip_multiple_whitespaces() (in module gensim.parsing.preprocessing) strip_non_alphanum() (in module gensim.parsing.preprocessing) strip_numeric() (in module gensim.parsing.preprocessing) strip_punctuation() (in module gensim.parsing.preprocessing) strip_short() (in module gensim.parsing.preprocessing) strip_tags() (in module gensim.parsing.preprocessing) STYLE_GENSIM (gensim.models.hdpmodel.HdpTopicFormatter attribute) STYLE_PRETTY (gensim.models.hdpmodel.HdpTopicFormatter attribute) SuffStats (class in gensim.models.hdpmodel) suggested_lda_model() (gensim.models.hdpmodel.HdpModel method) SvmLightCorpus (class in gensim.corpora.svmlightcorpus) sync_state() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) synchronous() (in module gensim.utils)

T

t (gensim.models._fasttext_bin.Model attribute) TaggedBrownCorpus (class in gensim.models.doc2vec) TaggedDocument (class in gensim.models.doc2vec) TaggedLineDocument (class in gensim.models.doc2vec) tags (gensim.models.doc2vec.TaggedDocument attribute) temporary_file() (in module gensim.test.utils) terminate() (gensim.topic_coherence.text_analysis.AccumulatingWorker method) (gensim.utils.InputQueue method) terminate_workers() (gensim.topic_coherence.text_analysis.ParallelWordOccurrenceAccumulator method) TermSimilarityIndex (class in gensim.similarities.termsim) Text8Corpus (class in gensim.models.word2vec) TextCorpus (class in gensim.corpora.textcorpus) TextDirectoryCorpus (class in gensim.corpora.textcorpus) TfidfModel (class in gensim.models.tfidfmodel) to_unicode() (in module gensim.utils) to_utf8() (in module gensim.utils) token2id (gensim.corpora.dictionary.Dictionary attribute) (gensim.topic_coherence.text_analysis.UsesDictionary attribute) tokenize() (in module gensim.corpora.wikicorpus) (in module gensim.utils) top_topics() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) (gensim.models.nmf.Nmf method)

top_topics_as_word_lists() (gensim.models.coherencemodel.CoherenceModel static method) Topic (class in gensim.models.ensemblelda) topics (gensim.models.coherencemodel.CoherenceModel property) topn (gensim.models.coherencemodel.CoherenceModel property) toptexts() (in module gensim.utils) train() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.poincare.PoincareModel method) (gensim.models.translation_matrix.BackMappingTranslationMatrix method) (gensim.models.translation_matrix.TranslationMatrix method) (gensim.models.word2vec.Word2Vec method) train_batch_any() (in module gensim.models.fasttext_inner) train_batch_cbow() (in module gensim.models.word2vec_inner) train_batch_sg() (in module gensim.models.word2vec_inner) train_document_dbow() (in module gensim.models.doc2vec_inner) train_document_dm() (in module gensim.models.doc2vec_inner) train_document_dm_concat() (in module gensim.models.doc2vec_inner) TransformationABC (class in gensim.interfaces) TransformedCorpus (class in gensim.interfaces) translate() (gensim.models.translation_matrix.TranslationMatrix method) TranslationMatrix (class in gensim.models.translation_matrix) transposed (gensim.corpora.mmcorpus.MmCorpus attribute) (gensim.corpora.ucicorpus.UciCorpus attribute) (gensim.corpora.ucicorpus.UciReader attribute) trim_vocab_by_freq() (in module gensim.utils)

U

UciCorpus (class in gensim.corpora.ucicorpus) UciReader (class in gensim.corpora.ucicorpus) UciWriter (class in gensim.corpora.ucicorpus) UniformTermSimilarityIndex (class in gensim.similarities.termsim) unique_ids_from_segments() (in module gensim.topic_coherence.probability_estimation) unit_normalize_all() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) unitvec() (in module gensim.matutils) unpickle() (in module gensim.utils) update() (gensim.corpora.hashdictionary.HashDictionary method) (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.hdpmodel.HdpModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) (gensim.models.nmf.Nmf method) update_alpha() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method)

update_chunk() (gensim.models.hdpmodel.HdpModel method) update_dir_prior() (in module gensim.models.ldamodel) update_eta() (gensim.models.atmodel.AuthorTopicModel method) (gensim.models.ldamodel.LdaModel method) (gensim.models.ldamulticore.LdaMulticore method) update_expectations() (gensim.models.hdpmodel.HdpModel method) update_finished() (gensim.models.hdpmodel.HdpModel method) update_gamma() (gensim.models.ldaseqmodel.LdaPost method) update_headers() (gensim.corpora.ucicorpus.UciWriter method) update_lambda() (gensim.models.hdpmodel.HdpModel method) update_lda_seq_ss() (gensim.models.ldaseqmodel.LdaPost method) update_obs() (gensim.models.ldaseqmodel.sslm method) update_phi() (gensim.models.ldaseqmodel.LdaPost method) update_weights() (gensim.models.doc2vec.Doc2Vec method) (gensim.models.fasttext.FastText method) (gensim.models.word2vec.Word2Vec method) update_zeta() (gensim.models.ldaseqmodel.sslm method) upload_chunked() (in module gensim.utils) UsesDictionary (class in gensim.topic_coherence.text_analysis)

V

valid_neighboring_labels (gensim.models.ensemblelda.Topic attribute) values() (gensim.corpora.dictionary.Dictionary method) (gensim.corpora.hashdictionary.HashDictionary method) veclen() (in module gensim.matutils) vector_by_id() (gensim.similarities.docsim.Similarity method) vector_distance() (gensim.models.poincare.PoincareKeyedVectors static method) vector_distance_batch() (gensim.models.poincare.PoincareKeyedVectors static method) vectors_for_all() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) vectors_ngrams (gensim.models._fasttext_bin.Model attribute) (gensim.models.fasttext.FastTextKeyedVectors attribute)

vectors_norm (gensim.models.fasttext.FastTextKeyedVectors property) (gensim.models.keyedvectors.KeyedVectors property) (gensim.models.poincare.PoincareKeyedVectors property) vectors_vocab (gensim.models.fasttext.FastTextKeyedVectors attribute) version_tuple() (in module gensim.models.nmf) vocab (gensim.models.fasttext.FastTextKeyedVectors property) (gensim.models.keyedvectors.KeyedVectors property) (gensim.models.poincare.PoincareKeyedVectors property) Vocab (in module gensim.models.keyedvectors) vocab_size (gensim.models._fasttext_bin.Model attribute) VocabTransform (class in gensim.models)

W

walk() (in module gensim.corpora.textcorpus) WikiCorpus (class in gensim.corpora.wikicorpus) WindowedTextsAnalyzer (class in gensim.topic_coherence.text_analysis) wmdistance() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) WmdSimilarity (class in gensim.similarities.docsim) Word2Vec (class in gensim.models.word2vec) word2vec2tensor() (in module gensim.scripts.word2vec2tensor) word2vec_similarity() (in module gensim.topic_coherence.indirect_confirmation_measure) Word2VecKeyedVectors (in module gensim.models.keyedvectors) Word2VecTrainables (class in gensim.models.word2vec) Word2VecVocab (class in gensim.models.word2vec) word_count (gensim.models.doc2vec.Doctag attribute) word_ngrams (gensim.models._fasttext_bin.Model attribute) word_vec() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) WordEmbeddingSimilarityIndex (class in gensim.similarities.termsim)

WordOccurrenceAccumulator (class in gensim.topic_coherence.text_analysis) words (gensim.models.doc2vec.TaggedDocument attribute) words_closer_than() (gensim.models.fasttext.FastTextKeyedVectors method) (gensim.models.keyedvectors.KeyedVectors method) (gensim.models.poincare.PoincareKeyedVectors method) WordVectorsAccumulator (class in gensim.topic_coherence.text_analysis) Worker (class in gensim.models.lda_worker) (class in gensim.models.lsi_worker) worker_e_step() (in module gensim.models.ldamulticore) write_corpus() (gensim.corpora.ucicorpus.UciWriter static method) (gensim.matutils.MmWriter static method) write_headers() (gensim.corpora.ucicorpus.UciWriter method) (gensim.matutils.MmWriter method) write_vector() (gensim.corpora.ucicorpus.UciWriter method) (gensim.matutils.MmWriter method) ws (gensim.models._fasttext_bin.Model attribute) wv (gensim.models.doc2vec.Doc2Vec attribute) (gensim.models.fasttext.FastText attribute) (gensim.models.word2vec.Word2Vec attribute)

Y

yield_batches() (gensim.topic_coherence.text_analysis.ParallelWordOccurrenceAccumulator method)

Z

zeros_aligned() (in module gensim.matutils)